{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8H17bBI3N-vo"
      },
      "source": [
        "\n",
        "\n",
        "## RapidOCR Python Demo\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8rzOal8MOSxQ"
      },
      "source": [
        "#### Set up"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "igjCwq2FN9Ki",
        "outputId": "4544dbda-2dde-4da9-fa6d-7131685e7b4a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "fatal: destination path 'RapidOCR' already exists and is not an empty directory.\n",
            "/content/RapidOCR/python\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/RapidAI/RapidOCR.git\n",
        "%cd RapidOCR/python"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GQa6hnzBSBkk",
        "outputId": "98998cc0-0a54-4b74-f744-a7a19aea0995"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Looking in indexes: https://pypi.douban.com/simple/, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: onnxruntime in /usr/local/lib/python3.7/dist-packages (1.11.1)\n",
            "Requirement already satisfied: numpy>=1.21.0 in /usr/local/lib/python3.7/dist-packages (from onnxruntime) (1.21.6)\n",
            "Requirement already satisfied: protobuf in /usr/local/lib/python3.7/dist-packages (from onnxruntime) (3.17.3)\n",
            "Requirement already satisfied: flatbuffers in /usr/local/lib/python3.7/dist-packages (from onnxruntime) (2.0)\n",
            "Requirement already satisfied: six>=1.9 in /usr/local/lib/python3.7/dist-packages (from protobuf->onnxruntime) (1.15.0)\n",
            "Looking in indexes: https://pypi.douban.com/simple/, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: pyclipper>=1.2.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (1.3.0.post3)\n",
            "Requirement already satisfied: Shapely>=1.7.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (1.8.2)\n",
            "Requirement already satisfied: opencv_python==4.5.1.48 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 3)) (4.5.1.48)\n",
            "Requirement already satisfied: six>=1.15.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (1.15.0)\n",
            "Requirement already satisfied: numpy>=1.19.2 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (1.21.6)\n",
            "Requirement already satisfied: Pillow==8.3.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 6)) (8.3.0)\n",
            "Requirement already satisfied: PyYAML in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 7)) (3.13)\n"
          ]
        }
      ],
      "source": [
        "!pip install onnxruntime -i https://pypi.douban.com/simple/\n",
        "!pip install -r requirements.txt -i https://pypi.douban.com/simple/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cmJ9K93SOtB0",
        "outputId": "07e06067-2351-4ec9-d074-607d814dfedc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2022-06-26 03:13:41--  https://docs.google.com/uc?export=download&id=1zZtdMCAYImUFORnhR_ZuhUSXXme8EMkW\n",
            "Resolving docs.google.com (docs.google.com)... 172.217.203.138, 172.217.203.100, 172.217.203.102, ...\n",
            "Connecting to docs.google.com (docs.google.com)|172.217.203.138|:443... connected.\n",
            "HTTP request sent, awaiting response... 303 See Other\n",
            "Location: https://doc-0k-3s-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/0s1b281hco7nvba9gmigh2aveaafurjk/1656213150000/10158993189489619361/*/1zZtdMCAYImUFORnhR_ZuhUSXXme8EMkW?e=download [following]\n",
            "Warning: wildcards not supported in HTTP.\n",
            "--2022-06-26 03:13:43--  https://doc-0k-3s-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/0s1b281hco7nvba9gmigh2aveaafurjk/1656213150000/10158993189489619361/*/1zZtdMCAYImUFORnhR_ZuhUSXXme8EMkW?e=download\n",
            "Resolving doc-0k-3s-docs.googleusercontent.com (doc-0k-3s-docs.googleusercontent.com)... 173.194.210.132, 2607:f8b0:400c:c0f::84\n",
            "Connecting to doc-0k-3s-docs.googleusercontent.com (doc-0k-3s-docs.googleusercontent.com)|173.194.210.132|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 19253756 (18M) [application/x-zip-compressed]\n",
            "Saving to: ‘resources.zip’\n",
            "\n",
            "resources.zip       100%[===================>]  18.36M  56.0MB/s    in 0.3s    \n",
            "\n",
            "2022-06-26 03:13:43 (56.0 MB/s) - ‘resources.zip’ saved [19253756/19253756]\n",
            "\n",
            "Archive:  resources.zip\n",
            "  inflating: resources/fonts/korean.ttf  \n",
            "  inflating: resources/fonts/msyh.ttc  \n",
            "  inflating: resources/models/ch_PP-OCRv2_det_infer.onnx  \n",
            "  inflating: resources/models/ch_ppocr_mobile_v2.0_cls_infer.onnx  \n",
            "  inflating: resources/models/ch_ppocr_mobile_v2.0_rec_infer.onnx  \n",
            "  inflating: resources/rec_dict/en_dict.txt  \n",
            "  inflating: resources/rec_dict/japan_dict.txt  \n",
            "  inflating: resources/rec_dict/korean_dict.txt  \n",
            "  inflating: resources/rec_dict/ppocr_keys_v1.txt  \n"
          ]
        }
      ],
      "source": [
        "!wget --no-check-certificate \"https://docs.google.com/uc?export=download&id=1-zyQxnbhMM8ZxcIgCwjb1GGRxOANNR9d\" -O resources.zip\n",
        "!unzip -o resources.zip && rm resources.zip"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xG5YEcJ_el8-"
      },
      "source": [
        "## Run as shell script"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VCAzq3GMRp8k",
        "outputId": "08c81060-32a4-4fc2-ddd9-77a6e1b21a0a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "dt_boxes num: 18, elapse: 0.37845587730407715\n",
            "cls num: 18, elapse: 0.06603598594665527\n",
            "rec_res num: 18, elapse: 0.19419431686401367\n",
            "The infer result has saved in inference_results/infer_ch_en_num.jpg\n"
          ]
        }
      ],
      "source": [
        "! python test_demo.py"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DS8Pzr_E-u2U"
      },
      "source": [
        "#### Show the result"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "xh4TebC7-Pg-",
        "outputId": "097dc83a-2973-4493-8290-ec3f2599ee2c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f0227954250>"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "import cv2\n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "img = cv2.imread('inference_results/infer_ch_en_num.jpg')\n",
        "plt.imshow(img)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PDlCLO_CewSk"
      },
      "source": [
        "## Run as code"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bbHGS0emSNTz",
        "outputId": "6a091aff-8a03-490d-e1bb-e003f6d40149"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "dt_boxes num: 18, elapse: 0.33848071098327637\n",
            "cls num: 18, elapse: 0.04394841194152832\n",
            "rec_res num: 18, elapse: 0.15248632431030273\n",
            "The infer result has saved in inference_results/infer_ch_en_num.jpg\n"
          ]
        }
      ],
      "source": [
        "from rapidocr_onnxruntime import TextSystem\n",
        "from test_demo import visualize\n",
        "\n",
        "text_sys = TextSystem('config.yaml')\n",
        "\n",
        "image_path = r'test_images/det_images/ch_en_num.jpg'\n",
        "img = cv2.imread(image_path)\n",
        "dt_boxes, rec_res = text_sys(img)\n",
        "\n",
        "visualize(image_path, dt_boxes, rec_res, font_path='resources/fonts/msyh.ttc')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "H6TT0Fy4_6ph",
        "outputId": "b936d271-18c0-4160-fa63-2afaf81c7e22"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f0223a12790>"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "import cv2\n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "img = cv2.imread('inference_results/infer_ch_en_num.jpg')\n",
        "plt.imshow(img)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "Copy of RapidOCRDemo.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
